Course Code: pythoncolab
Duration: 14 hours
Prerequisites:
  • 无需编程经验
  • 具备基本的计算机操作知识
  • 熟悉网页浏览和简单的数学概念

受众

  • 开发者
  • 数据分析师
Overview:

Python 是一种多功能且广泛使用的编程语言。Google Colab 是一个互动式的云端平台,允许用户通过浏览器编写和执行 Python 代码。它特别适用于机器学习、数据分析和教育。

这门由讲师指导的培训(线上或线下)面向希望从头开始使用 Google Colab 学习 Python 编程的初级开发人员和数据分析师。

培训结束后,参与者将能够:

  • 了解 Python 编程语言的基础知识。
  • 在 Google Colab 环境中实现 Python 代码。
  • 使用控制结构来管理 Python 程序的流程。
  • 创建函数以有效组织和重用代码。
  • 探索并使用 Python 编程的基本库。

课程形式

  • 互动式讲座和讨论。
  • 大量的练习和实践。
  • 在实时实验室环境中进行动手实践。

课程定制选项

  • 如需为此课程请求定制培训,请联系我们进行安排。
Course Outline:

Python 和 Google Colab 简介

  • 设置 Google Colab
  • 理解 Python 编程环境
  • 编写并执行第一个 Python 脚本

变量与数据类型

  • 变量简介
  • Python 中的不同数据类型
  • 数字与字符串的操作

控制结构

  • 条件语句
  • 循环:for 和 while
  • 通过决策控制程序流程

函数与模块

  • 定义与调用函数
  • 变量的作用域与生命周期
  • 导入与使用模块

集合操作

  • 列表与元组
  • 字典与集合
  • 遍历集合

Python 中的基础库

  • 介绍 NumPy 和 Matplotlib 等库
  • 使用 Pandas 进行基础数据操作
  • 简单的数据可视化

最终项目

  • 将所学概念应用于小型项目
  • 编写与组织 Python 代码的最佳实践
  • 调试与问题排查

总结与下一步

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